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Reduced neurite density index in the prefrontal cortex of adults with autism assessed using neurite orientation dispersion and density imaging
BACKGROUND: Core symptoms of autism-spectrum disorder (ASD) have been associated with prefrontal cortex abnormalities. However, the mechanisms behind the observation remain incomplete, partially due to the challenges of modeling complex gray matter (GM) structures. This study aimed to identify GM mi...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10450631/ https://www.ncbi.nlm.nih.gov/pubmed/37638188 http://dx.doi.org/10.3389/fneur.2023.1110883 |
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author | Arai, Takashi Kamagata, Koji Uchida, Wataru Andica, Christina Takabayashi, Kaito Saito, Yuya Tuerxun, Rukeye Mahemuti, Zaimire Morita, Yuichi Irie, Ryusuke Kirino, Eiji Aoki, Shigeki |
author_facet | Arai, Takashi Kamagata, Koji Uchida, Wataru Andica, Christina Takabayashi, Kaito Saito, Yuya Tuerxun, Rukeye Mahemuti, Zaimire Morita, Yuichi Irie, Ryusuke Kirino, Eiji Aoki, Shigeki |
author_sort | Arai, Takashi |
collection | PubMed |
description | BACKGROUND: Core symptoms of autism-spectrum disorder (ASD) have been associated with prefrontal cortex abnormalities. However, the mechanisms behind the observation remain incomplete, partially due to the challenges of modeling complex gray matter (GM) structures. This study aimed to identify GM microstructural alterations in adults with ASD using neurite orientation dispersion and density imaging (NODDI) and voxel-wise GM-based spatial statistics (GBSS) to reduce the partial volume effects from the white matter and cerebrospinal fluid. MATERIALS AND METHODS: A total of 48 right-handed participants were included, of which 22 had ASD (17 men; mean age, 34.42 ± 8.27 years) and 26 were typically developing (TD) individuals (14 men; mean age, 32.57 ± 9.62 years). The metrics of NODDI (neurite density index [NDI], orientation dispersion index [ODI], and isotropic volume fraction [ISOVF]) were compared between groups using GBSS. Diffusion tensor imaging (DTI) metrics and surface-based cortical thickness were also compared. The associations between magnetic resonance imaging-based measures and ASD-related scores, including ASD-spectrum quotient, empathizing quotient, and systemizing quotient were also assessed in the region of interest (ROI) analysis. RESULTS: After controlling for age, sex, and intracranial volume, GBSS demonstrated significantly lower NDI in the ASD group than in the TD group in the left prefrontal cortex (caudal middle frontal, lateral orbitofrontal, pars orbitalis, pars triangularis, rostral middle frontal, and superior frontal region). In the ROI analysis of individuals with ASD, a significantly positive correlation was observed between the NDI in the left rostral middle frontal, superior frontal, and left frontal pole and empathizing quotient score. No significant between-group differences were observed in all DTI metrics, other NODDI (i.e., ODI and ISOVF) metrics, and cortical thickness. CONCLUSION: GBSS analysis was used to demonstrate the ability of NODDI metrics to detect GM microstructural alterations in adults with ASD, while no changes were detected using DTI and cortical thickness evaluation. Specifically, we observed a reduced neurite density index in the left prefrontal cortices associated with reduced empathic abilities. |
format | Online Article Text |
id | pubmed-10450631 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-104506312023-08-26 Reduced neurite density index in the prefrontal cortex of adults with autism assessed using neurite orientation dispersion and density imaging Arai, Takashi Kamagata, Koji Uchida, Wataru Andica, Christina Takabayashi, Kaito Saito, Yuya Tuerxun, Rukeye Mahemuti, Zaimire Morita, Yuichi Irie, Ryusuke Kirino, Eiji Aoki, Shigeki Front Neurol Neurology BACKGROUND: Core symptoms of autism-spectrum disorder (ASD) have been associated with prefrontal cortex abnormalities. However, the mechanisms behind the observation remain incomplete, partially due to the challenges of modeling complex gray matter (GM) structures. This study aimed to identify GM microstructural alterations in adults with ASD using neurite orientation dispersion and density imaging (NODDI) and voxel-wise GM-based spatial statistics (GBSS) to reduce the partial volume effects from the white matter and cerebrospinal fluid. MATERIALS AND METHODS: A total of 48 right-handed participants were included, of which 22 had ASD (17 men; mean age, 34.42 ± 8.27 years) and 26 were typically developing (TD) individuals (14 men; mean age, 32.57 ± 9.62 years). The metrics of NODDI (neurite density index [NDI], orientation dispersion index [ODI], and isotropic volume fraction [ISOVF]) were compared between groups using GBSS. Diffusion tensor imaging (DTI) metrics and surface-based cortical thickness were also compared. The associations between magnetic resonance imaging-based measures and ASD-related scores, including ASD-spectrum quotient, empathizing quotient, and systemizing quotient were also assessed in the region of interest (ROI) analysis. RESULTS: After controlling for age, sex, and intracranial volume, GBSS demonstrated significantly lower NDI in the ASD group than in the TD group in the left prefrontal cortex (caudal middle frontal, lateral orbitofrontal, pars orbitalis, pars triangularis, rostral middle frontal, and superior frontal region). In the ROI analysis of individuals with ASD, a significantly positive correlation was observed between the NDI in the left rostral middle frontal, superior frontal, and left frontal pole and empathizing quotient score. No significant between-group differences were observed in all DTI metrics, other NODDI (i.e., ODI and ISOVF) metrics, and cortical thickness. CONCLUSION: GBSS analysis was used to demonstrate the ability of NODDI metrics to detect GM microstructural alterations in adults with ASD, while no changes were detected using DTI and cortical thickness evaluation. Specifically, we observed a reduced neurite density index in the left prefrontal cortices associated with reduced empathic abilities. Frontiers Media S.A. 2023-08-11 /pmc/articles/PMC10450631/ /pubmed/37638188 http://dx.doi.org/10.3389/fneur.2023.1110883 Text en Copyright © 2023 Arai, Kamagata, Uchida, Andica, Takabayashi, Saito, Tuerxun, Mahemuti, Morita, Irie, Kirino and Aoki. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Neurology Arai, Takashi Kamagata, Koji Uchida, Wataru Andica, Christina Takabayashi, Kaito Saito, Yuya Tuerxun, Rukeye Mahemuti, Zaimire Morita, Yuichi Irie, Ryusuke Kirino, Eiji Aoki, Shigeki Reduced neurite density index in the prefrontal cortex of adults with autism assessed using neurite orientation dispersion and density imaging |
title | Reduced neurite density index in the prefrontal cortex of adults with autism assessed using neurite orientation dispersion and density imaging |
title_full | Reduced neurite density index in the prefrontal cortex of adults with autism assessed using neurite orientation dispersion and density imaging |
title_fullStr | Reduced neurite density index in the prefrontal cortex of adults with autism assessed using neurite orientation dispersion and density imaging |
title_full_unstemmed | Reduced neurite density index in the prefrontal cortex of adults with autism assessed using neurite orientation dispersion and density imaging |
title_short | Reduced neurite density index in the prefrontal cortex of adults with autism assessed using neurite orientation dispersion and density imaging |
title_sort | reduced neurite density index in the prefrontal cortex of adults with autism assessed using neurite orientation dispersion and density imaging |
topic | Neurology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10450631/ https://www.ncbi.nlm.nih.gov/pubmed/37638188 http://dx.doi.org/10.3389/fneur.2023.1110883 |
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